Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2101–2125 of 10420 papers

Title	Date	Tasks	Status	Hype
Hidden Trigger Backdoor Attacks	Sep 30, 2019	Backdoor Attackimage-classification	CodeCode Available	1
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network	Sep 29, 2019	ClassificationGeneral Classification	CodeCode Available	1
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML	Sep 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation	Sep 4, 2019	image-classificationImage Classification	CodeCode Available	1
Confidence Regularized Self-Training	Aug 26, 2019	Domain Adaptationimage-classification	CodeCode Available	1
Learning Filter Basis for Convolutional Neural Network Compression	Aug 23, 2019	General Classificationimage-classification	CodeCode Available	1
Dynamic Graph Message Passing Networks	Aug 19, 2019	Image Classificationobject-detection	CodeCode Available	1
Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks	Aug 18, 2019	BenchmarkingImage Classification	CodeCode Available	1
On the Variance of the Adaptive Learning Rate and Beyond	Aug 8, 2019	image-classificationImage Classification	CodeCode Available	1
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning	Aug 8, 2019	image-classificationImage Classification	CodeCode Available	1
Model Agnostic Defence against Backdoor Attacks in Machine Learning	Aug 6, 2019	BIG-bench Machine LearningDecision Making	CodeCode Available	1
Incremental Learning Techniques for Semantic Segmentation	Jul 31, 2019	Disjoint 10-1Disjoint 15-1	CodeCode Available	1
Grid Saliency for Context Explanations of Semantic Segmentation	Jul 30, 2019	image-classificationImage Classification	CodeCode Available	1
MixConv: Mixed Depthwise Convolutional Kernels	Jul 22, 2019	AutoMLImage Classification	CodeCode Available	1
Lookahead Optimizer: k steps forward, 1 step back	Jul 19, 2019	Image ClassificationMachine Translation	CodeCode Available	1
Sparse Networks from Scratch: Faster Training without Losing Performance	Jul 10, 2019	Image ClassificationSparse Learning	CodeCode Available	1
Invariant Risk Minimization	Jul 5, 2019	Domain GeneralizationImage Classification	CodeCode Available	1
Learning Data Augmentation Strategies for Object Detection	Jun 26, 2019	Data AugmentationImage Augmentation	CodeCode Available	1
Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles	Jun 20, 2019	Aerial Scene ClassificationGeneral Classification	CodeCode Available	1
Unsupervised Learning of Object Keypoints for Perception and Control	Jun 19, 2019	3D Action Recognitionimage-classification	CodeCode Available	1
XNAS: Neural Architecture Search with Expert Advice	Jun 19, 2019	image-classificationImage Classification	CodeCode Available	1
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes	Jun 18, 2019	Active LearningContinual Learning	CodeCode Available	1
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1
Presence-Only Geographical Priors for Fine-Grained Image Classification	Jun 12, 2019	ClassificationFine-Grained Image Classification	CodeCode Available	1
When Does Label Smoothing Help?	Jun 6, 2019	image-classificationImage Classification	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified